The rise of “big data” on cloud computing: Review and open research issues

Cloud computing is a powerful technology to perform massive-scale and complex computing. It eliminates the need to maintain expensive computing hardware, dedicated space, and software. Massive growth in the scale of data or big data generated through cloud computing has been observed. Addressing big...

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Vydané v:Information systems (Oxford) Ročník 47; s. 98 - 115
Hlavní autori: Hashem, Ibrahim Abaker Targio, Yaqoob, Ibrar, Anuar, Nor Badrul, Mokhtar, Salimah, Gani, Abdullah, Ullah Khan, Samee
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Ltd 01.01.2015
Predmet:
Availability
Big data
Cloud computing
Computation
Data analysis
Data collection
Data storage
Datasets
Hadoop
Hardware
Heterogeneity
Information systems
Tasks
Transformations
Cloud computing
Big data
Hadoop
ISSN:0306-4379, 1873-6076
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Popis
Shrnutí:Cloud computing is a powerful technology to perform massive-scale and complex computing. It eliminates the need to maintain expensive computing hardware, dedicated space, and software. Massive growth in the scale of data or big data generated through cloud computing has been observed. Addressing big data is a challenging and time-demanding task that requires a large computational infrastructure to ensure successful data processing and analysis. The rise of big data in cloud computing is reviewed in this study. The definition, characteristics, and classification of big data along with some discussions on cloud computing are introduced. The relationship between big data and cloud computing, big data storage systems, and Hadoop technology are also discussed. Furthermore, research challenges are investigated, with focus on scalability, availability, data integrity, data transformation, data quality, data heterogeneity, privacy, legal and regulatory issues, and governance. Lastly, open research issues that require substantial research efforts are summarized. •The amount of data continues to increase at an exponential rate.•Cloud computing and big data are conjoined.•Only a few tools are available to address the issues of big data processing in cloud.•Open research issues that require substantial research efforts are summarized.
Bibliografia:ObjectType-Article-1
SourceType-Scholarly Journals-1
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content type line 23
ISSN:0306-4379
1873-6076
DOI:10.1016/j.is.2014.07.006